diff --git a/notebooks/vector-analysis-with-sklearn-and-bokeh.ipynb b/notebooks/vector-analysis-with-sklearn-and-bokeh.ipynb
index 3f89d33..d630ae4 100644
--- a/notebooks/vector-analysis-with-sklearn-and-bokeh.ipynb
+++ b/notebooks/vector-analysis-with-sklearn-and-bokeh.ipynb
@@ -149,8 +149,8 @@
         "        break\n",
         "\n",
         "for image in images:\n",
-        "    image['thumbnail_url'] = f\"https://storage.googleapis.com/roboflow-platform-sources/{image['owner']}/{image['id']}/thumb.jpg\"\n",
-        "    image['annotation_url'] = f\"https://storage.googleapis.com/roboflow-platform-sources/{image['owner']}/{image['id']}/annotation-{annotation_name}.png\"\n",
+        "    image['thumbnail_url'] = f\"https://source.roboflow.com/{image['owner']}/{image['id']}/thumb.jpg\"\n",
+        "    image['annotation_url'] = f\"https://source.roboflow.com/{image['owner']}/{image['id']}/annotation-{annotation_name}.png\"\n",
         "\n",
         "print(f\"Got {len(images)} total embeddings.\")"
       ]